# Image Synthesis on NANO-TEM synthetic samples n=6656 Source: [Image Synthesis on NANO-TEM synthetic samples n=6656]() Collection index: [llms.txt]() Data updated: 2026-06-24T08:56:01.020Z Evaluation of image synthesis models on the NANO-TEM synthetic samples dataset (n=6656), typically measured using fidelity metrics (PSNR, SSIM, LPIPS) and distributional metrics (FID, KID). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Image Synthesis | | Dataset (including any stated split) | NANO-TEM synthetic samples n=6656 | | Metric | MS-SSIM | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 20 of 20 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MS-SSIM](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. - [MSE](): Lower is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. - [KID](): Lower is better; unit: SCALAR. ## Recorded results | Method | MS-SSIM | Result date | Report paper | | --- | --- | --- | --- | | MS-SSIM VAE | 0.587 | Not recorded | 6a3b64e7206542251d7c9a5e | | VAE | 0.587 | Not recorded | 6a3b64e7206542251d7c9a5e | | MS-SSIM VAE | 0.579 | Not recorded | 6a3b64e7206542251d7c9a5e | | VAE | 0.579 | Not recorded | 6a3b64e7206542251d7c9a5e | | DCGAN | 0.508 | Not recorded | 6a3b64e7206542251d7c9a5e | | DCGAN | 0.508 | Not recorded | 6a3b64e7206542251d7c9a5e | | patch-based progressive training methodology for DDPMs | 0.481 | Not recorded | 6a3b64e7206542251d7c9a5e | | Ours | 0.481 | Not recorded | 6a3b64e7206542251d7c9a5e | | DCGAN | 0.472 | Not recorded | 6a3b64e7206542251d7c9a5e | | DCGAN | 0.472 | Not recorded | 6a3b64e7206542251d7c9a5e | | patch-based progressive training methodology for DDPMs | 0.414 | Not recorded | 6a3b64e7206542251d7c9a5e | | Ours | 0.414 | Not recorded | 6a3b64e7206542251d7c9a5e | | Baseline DDPM | 0.412 | Not recorded | 6a3b64e7206542251d7c9a5e | | Base | 0.412 | Not recorded | 6a3b64e7206542251d7c9a5e | | Baseline DDPM | 0.377 | Not recorded | 6a3b64e7206542251d7c9a5e | | Base | 0.377 | Not recorded | 6a3b64e7206542251d7c9a5e | ### MS-SSIM VAE MS-SSIM: 0.587. Result ID: 6a3b9b95fbc373592c450c9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### VAE MS-SSIM: 0.587. Result ID: 6a3b9b95fbc373592c450cc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### MS-SSIM VAE MS-SSIM: 0.579. Result ID: 6a3b9b95fbc373592c450c9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### VAE MS-SSIM: 0.579. Result ID: 6a3b9b95fbc373592c450cc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### DCGAN MS-SSIM: 0.508. Result ID: 6a3b9b95fbc373592c450c9f. [Reporting paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### DCGAN MS-SSIM: 0.508. Result ID: 6a3b9b95fbc373592c450cc8. [Reporting paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### patch-based progressive training methodology for DDPMs MS-SSIM: 0.481. Result ID: 6a3b9b95fbc373592c450c99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### Ours MS-SSIM: 0.481. Result ID: 6a3b9b95fbc373592c450cbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### DCGAN MS-SSIM: 0.472. Result ID: 6a3b9b95fbc373592c450ca0. [Reporting paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### DCGAN MS-SSIM: 0.472. Result ID: 6a3b9b95fbc373592c450cc9. [Reporting paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### patch-based progressive training methodology for DDPMs MS-SSIM: 0.414. Result ID: 6a3b9b95fbc373592c450c9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### Ours MS-SSIM: 0.414. Result ID: 6a3b9b95fbc373592c450cc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### Baseline DDPM MS-SSIM: 0.412. Result ID: 6a3b9b95fbc373592c450c9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### Base MS-SSIM: 0.412. Result ID: 6a3b9b95fbc373592c450cc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### Baseline DDPM MS-SSIM: 0.377. Result ID: 6a3b9b95fbc373592c450c9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### Base MS-SSIM: 0.377. Result ID: 6a3b9b95fbc373592c450cc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.